Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "127" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 91 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 87 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.068856 | -0.416255 | 2.804788 | 3.577862 | 2.363927 | 1.513222 | 2.333101 | 3.029964 | 0.7769 | 0.7866 | 0.2428 | 18.735436 | 18.740453 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.204034 | 1.241213 | 4.769162 | 4.061076 | 1.241730 | 0.856513 | 0.340713 | -0.093510 | 0.7033 | 0.6954 | 0.2374 | 7.007607 | 6.979126 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.088119 | -1.237063 | 0.738855 | -0.022318 | -0.015193 | -0.111593 | 1.928979 | -0.098137 | 0.0322 | 0.0569 | 0.0016 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 342.640424 | 348.267674 | inf | inf | 30.838169 | 74.885076 | 147.326703 | 876.656616 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.537193 | -0.054179 | 4.713028 | 4.504104 | 4.124894 | 2.194529 | 0.156479 | -0.272072 | 0.6426 | 0.6529 | 0.3389 | 7.252952 | 7.360872 |
| 2459589 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.908970 | 0.073463 | 3.501636 | 3.784605 | 0.719004 | 1.053127 | 1.247099 | 0.875375 | 0.6918 | 0.6912 | 0.2672 | 8.498757 | 8.140879 |
| 2459588 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.219215 | -1.166853 | 5.641996 | 5.128245 | 0.890221 | 0.890399 | 0.671591 | 0.305079 | 0.7427 | 0.7249 | 0.2191 | 12.118937 | 10.976174 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 1.182735 | -0.171437 | 9.418462 | 7.857039 | 7.524165 | 7.460046 | 4.096835 | 5.275808 | nan | nan | nan | 15.270997 | 17.065801 |
| 2459586 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.081234 | -0.119821 | 0.876696 | 0.346198 | 3.254636 | 0.415062 | 0.072102 | -0.249566 | 0.6485 | 0.6566 | 0.3248 | 5.815767 | 5.474717 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.561806 | 1.678664 | 3.950514 | 1.494215 | 1.361210 | -0.581684 | 4.113567 | 0.484272 | 0.0342 | 0.0643 | 0.0018 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.733559 | 1.460327 | 20.796034 | 11.958133 | 51.583594 | 47.130074 | -0.594687 | -0.521512 | 0.5718 | 0.5900 | 0.3364 | 9.107029 | 8.971633 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.962112 | 1.420851 | 19.453321 | 15.082345 | -0.149437 | -0.042382 | -0.359970 | -0.206289 | 0.6072 | 0.6358 | 0.3484 | 4.686372 | 5.375929 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.851590 | 1.181806 | 17.223226 | 13.722182 | -0.614103 | 0.011614 | -0.435905 | -0.190844 | 0.6141 | 0.6404 | 0.3531 | 4.244740 | 5.118975 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.689717 | 1.840436 | 19.772353 | 15.024572 | -0.603041 | 0.269893 | -0.199985 | -0.162920 | 0.6106 | 0.6374 | 0.3598 | 4.035436 | 5.317823 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.996111 | 1.179439 | 19.658252 | 15.476699 | -0.754073 | 0.296254 | -0.595316 | -0.302936 | 0.6201 | 0.6451 | 0.3518 | 5.441030 | 6.254196 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.033033 | 1.337909 | 22.611740 | 18.160118 | -0.263530 | 0.151175 | 0.216940 | 0.556947 | 0.6130 | 0.6392 | 0.3571 | 5.440810 | 6.065260 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.300039 | 0.232056 | 2.239789 | 1.370331 | -0.218782 | -0.032470 | -0.611926 | -0.517886 | 0.0376 | 0.0698 | 0.0034 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.763591 | 2.134933 | 18.241886 | 14.126461 | -0.469908 | 1.066408 | -0.379426 | -0.142024 | 0.6102 | 0.6352 | 0.3575 | 4.006339 | 5.584165 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.375843 | 1.670217 | 14.223307 | 11.304402 | 0.025426 | 1.597289 | 0.098319 | 0.398022 | 0.6445 | 0.6666 | 0.3538 | 6.544255 | 7.720441 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.539196 | -0.704374 | 13.737071 | 10.971319 | 17.210804 | 11.614783 | 28.410329 | 18.341494 | 0.7265 | 0.7451 | 0.2921 | 8.375953 | 11.497434 |
| 2459574 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.756877 | 0.358521 | 13.785870 | 10.871035 | -0.348220 | 0.984000 | 0.870186 | -0.085388 | 0.6433 | 0.6704 | 0.3514 | 4.441426 | 5.489216 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.990223 | 1.144110 | 24.370674 | 19.019627 | -0.662276 | 0.328553 | -0.191751 | 0.523436 | 0.6276 | 0.6586 | 0.3571 | 5.663562 | 6.270539 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.721214 | 1.240545 | 13.719809 | 10.829631 | -0.460694 | 0.334519 | 0.678864 | 1.327666 | 0.6345 | 0.6598 | 0.3566 | 6.093407 | 7.880881 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 131.421660 | 302.379532 | inf | inf | 239448.175356 | -632564.694164 | 132048.846625 | -348878.114600 | nan | nan | nan | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.699802 | 0.138196 | 15.773667 | 12.523260 | 25.917641 | 17.788675 | 24.671735 | 19.883530 | 0.7392 | 0.7536 | 0.2129 | 6.329048 | 6.548850 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.838786 | 0.172262 | 18.421052 | 14.303359 | -0.544327 | 0.705871 | -0.504953 | -0.374415 | 0.6267 | 0.6546 | 0.3690 | 4.200691 | 4.990803 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 1.059218 | 1.059218 | 0.968690 | 0.968690 | -0.627210 | -0.627210 | -0.758470 | -0.758470 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.994327 | 0.016506 | 5.204879 | 4.319251 | 2.753200 | 0.427774 | 3.493725 | 0.063560 | 0.6689 | 0.6798 | 0.3637 | 5.031909 | 5.448128 |
| 2459562 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.849759 | 0.781782 | 9.551637 | 7.512850 | 0.180372 | 0.745592 | 1.836039 | 1.029094 | 0.6399 | 0.6690 | 0.3619 | 3.267389 | 4.082239 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.740155 | 0.381252 | 9.321560 | 7.234955 | -0.088009 | 0.644796 | 2.568386 | 1.052695 | 0.6421 | 0.6766 | 0.3589 | 3.186831 | 3.988602 |
| 2459560 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.001097 | 0.510298 | 9.557798 | 7.285645 | 0.611859 | 0.552234 | 1.722518 | 0.372865 | 0.6328 | 0.6623 | 0.3713 | 3.403944 | 3.877009 |
| 2459559 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.102954 | 1.038316 | 10.042267 | 7.723643 | 0.942319 | 0.625541 | 1.672595 | 0.843437 | 0.6407 | 0.6689 | 0.3547 | 3.071330 | 3.527513 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.690990 | 0.080915 | 19.525978 | 15.372847 | -0.450777 | 0.341883 | 0.545005 | 0.543341 | 0.6378 | 0.6680 | 0.3636 | 5.924657 | 7.182589 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0349 | 0.0727 | 0.0031 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.844224 | 0.485340 | 20.685695 | 16.539470 | 0.361093 | 1.140407 | 2.637468 | 2.320045 | 0.6368 | 0.6626 | 0.3626 | 5.590863 | 6.678217 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6471 | 0.6711 | 0.3722 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6481 | 0.6708 | 0.3694 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.117472 | 0.911193 | 27.253697 | 20.966988 | -0.179466 | 0.523634 | 1.344937 | 0.514108 | 0.6503 | 0.6729 | 0.3686 | 4.118525 | 4.972133 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.750315 | 0.493487 | 11.162692 | 8.712170 | 0.851135 | 0.781699 | 0.686591 | 0.827407 | 0.6367 | 0.6647 | 0.3691 | 3.432194 | 4.056156 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0456 | 0.0651 | 0.0027 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.918255 | 0.075840 | 20.957009 | 16.288609 | 0.493912 | 0.592368 | 1.009893 | 0.302702 | 0.6380 | 0.6701 | 0.3752 | 3.914662 | 4.643179 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.156570 | 0.689582 | 11.523882 | 9.573148 | 9.315451 | 8.086110 | -0.308313 | -0.042178 | 0.7328 | 0.7412 | 0.3356 | 4.548824 | 4.705219 |
| 2459541 | RF_maintenance | 100.00% | 1.34% | 1.79% | 0.00% | 100.00% | 0.00% | 0.696748 | -0.421868 | 22.885567 | 18.088820 | 51.716120 | 40.002960 | 25.158375 | 20.608462 | 0.7070 | 0.7167 | 0.3063 | 4.512055 | 5.577953 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.095379 | 0.572532 | 9.748168 | 7.640685 | 0.009952 | 0.044316 | 1.323877 | 2.029778 | 0.7020 | 0.7219 | 0.3192 | 3.361389 | 4.250024 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.361789 | 2.125702 | 34.812761 | 27.186078 | 0.442328 | 3.050319 | 0.623865 | 0.489983 | 0.1125 | 0.0972 | 0.0183 | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.831888 | 0.364258 | 9.093707 | 7.023454 | 1.364405 | -0.283942 | 1.234341 | 0.058956 | 0.1120 | 0.1007 | 0.0179 | 0.000000 | 0.000000 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.605081 | 0.044464 | 8.771813 | 6.699298 | -0.950946 | -0.310077 | -0.042476 | -0.284448 | 0.1258 | 0.1096 | 0.0240 | 7.940397 | 5.656153 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.298036 | 0.365320 | 20.161561 | 15.628906 | 0.208688 | 0.753981 | -0.065221 | 0.175928 | 0.1165 | 0.1066 | 0.0248 | -0.000000 | -0.000000 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.293655 | 0.764113 | 26.801813 | 21.211413 | 1.134793 | 0.822823 | -0.177890 | -0.040813 | 0.1135 | 0.1033 | 0.0227 | 0.000000 | 0.000000 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.245701 | 0.591035 | 8.495676 | 6.646354 | 0.127705 | 0.495504 | 0.359508 | 0.104304 | 0.1229 | 0.1064 | 0.0274 | 0.000000 | 0.000000 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.182697 | 2.531669 | 28.022542 | 21.026713 | 4.183861 | 7.691375 | -0.284542 | 0.045715 | 0.8958 | 0.9377 | 0.2964 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 3.163848 | -0.024941 | 30.010207 | 23.053955 | 2.608058 | 1.316353 | 1.198791 | 1.383233 | nan | nan | nan | 11.779772 | 10.067361 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.108414 | 1.727161 | 28.180282 | 21.923139 | 0.187747 | 8.003207 | 0.812506 | 0.499917 | 0.6385 | 0.7109 | 0.3399 | 0.000000 | 0.000000 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.101989 | 0.340538 | 2.289758 | 1.732584 | -0.745667 | 0.044713 | -1.136457 | -0.669414 | 0.0449 | 0.0680 | 0.0057 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.991581 | 4.642660 | 24.062568 | 17.138103 | 16.098388 | 11.277381 | 29.711922 | 25.773066 | 0.9169 | 0.9632 | 0.1567 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.473119 | 1.026607 | 24.229127 | 19.537876 | 0.605927 | 4.571948 | 0.197482 | 0.856184 | 0.8805 | 0.8711 | 0.1865 | 19.741740 | 27.501266 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 12.728271 | 12.158579 | 34.361208 | 25.052370 | 24.858853 | 27.119578 | 2.484692 | 2.538097 | 0.8732 | 0.8738 | 0.4506 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.418417 | 8.767170 | 26.400117 | 19.178285 | 6.802414 | 10.541397 | 0.514079 | 0.291725 | 0.8770 | 0.9166 | 0.3528 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.032416 | 11.496623 | 29.716840 | 20.693986 | 12.556823 | 15.832822 | 0.267557 | 0.416219 | 0.8862 | 0.9142 | 0.3443 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 13.602365 | 13.614197 | 37.152586 | 25.843739 | 14.477832 | 17.535432 | 3.605394 | 5.942056 | 0.9046 | 0.9462 | 0.1692 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 15.614900 | 15.162861 | 31.606892 | 22.189845 | 15.720619 | 18.042003 | 2.876705 | 3.181163 | 0.8950 | 0.9183 | 0.3702 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 19.548050 | 19.194139 | 33.767828 | 23.897221 | 20.829685 | 23.204447 | 2.277454 | 2.596560 | 0.8974 | 0.9358 | 0.3329 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 20.738246 | 19.569395 | 31.719439 | 22.287730 | 18.076129 | 20.373811 | 2.062794 | 1.782222 | 0.9189 | 0.9305 | 0.3398 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 17.043354 | 15.891344 | 29.488965 | 20.368637 | 15.440867 | 17.119407 | 2.243470 | 2.243839 | 0.9166 | 0.9267 | 0.3667 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 15.734940 | 15.839402 | 33.217872 | 22.576123 | 14.726203 | 18.261294 | 7.611437 | 5.516824 | 0.9046 | 0.9170 | 0.3793 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.125848 | 2.149063 | 28.567680 | 22.821880 | 2.540646 | 1.826526 | 7.571189 | 3.768335 | 0.7507 | 0.8077 | 0.2886 | 6.917918 | 7.014571 |
| 2459491 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.474837 | 3.524509 | 30.342925 | 24.480289 | 0.206408 | 5.445045 | 3.447185 | 3.616469 | 0.7899 | 0.8204 | 0.2327 | 2.708469 | 2.538299 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.673630 | 3.347553 | 31.047570 | 24.659688 | 0.053329 | 2.770465 | 3.689543 | 3.074126 | 0.7399 | 0.8032 | 0.3416 | 5.902726 | 5.702995 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.446720 | 2.557327 | 29.072836 | 23.475823 | 1.062883 | 3.728557 | 5.369380 | 2.778826 | 0.7551 | 0.8072 | 0.2899 | 6.128271 | 5.748977 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.039637 | 1.424034 | 25.367095 | 20.090118 | 2.404290 | 3.917956 | 3.720407 | 4.205441 | 0.7529 | 0.8091 | 0.3184 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 3.137324 | 0.598970 | -0.320536 | 3.137324 | 2.963247 | 3.128324 | 1.337257 | 0.281160 | 0.273735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 3.172288 | 0.737877 | -0.187098 | 3.172288 | 2.948114 | 2.344082 | 1.623020 | -0.388176 | -0.095065 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | nn Temporal Variability | 8.121362 | 1.261663 | -0.410152 | 3.320312 | 3.365822 | 3.144126 | 8.121362 | 1.565420 | 0.438606 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 2.200478 | 0.736091 | -0.161970 | 2.200478 | 2.112106 | 1.203854 | 1.682036 | 0.631431 | 0.296788 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 3.846998 | 1.227294 | -0.590419 | 3.846998 | 3.320965 | 1.624211 | 2.224591 | 1.056111 | 1.092677 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 5.598649 | -0.279031 | 1.292125 | 4.332899 | 5.598649 | 0.526292 | 0.157500 | -0.003116 | 0.384475 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 6.062599 | -0.090758 | 1.338319 | 4.757449 | 6.062599 | 1.852682 | 1.867745 | -0.625769 | -0.234906 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Temporal Variability | 5.657009 | -0.666444 | 0.269302 | 3.874377 | 4.990520 | 4.521130 | 5.657009 | -1.074638 | -1.096907 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Temporal Discontinuties | 1.735652 | 1.287505 | -0.501874 | -0.388920 | -0.881993 | 0.322859 | -0.363622 | 1.735652 | -0.099715 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Temporal Variability | 4.838325 | 1.265677 | -0.312714 | 4.348765 | 4.080749 | 4.838325 | 3.040483 | 0.973987 | 0.698434 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 5.367784 | -0.829758 | 0.444155 | 5.367784 | 4.342091 | 1.470043 | 0.892894 | 1.184082 | 1.028287 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 6.445467 | -0.360216 | 1.060726 | 5.370590 | 6.445467 | 1.070581 | 1.246080 | 0.230615 | 2.287605 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 4.710655 | 1.063765 | -0.590598 | 4.710655 | 4.012960 | 1.475640 | 1.894182 | 0.844485 | -0.203222 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 6.149570 | -0.529897 | 1.126685 | 5.251491 | 6.149570 | 1.070636 | 0.687107 | 0.550958 | 1.571666 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 4.406636 | -0.693236 | 1.198631 | 3.840251 | 4.406636 | 1.782053 | 1.897848 | -0.326817 | -0.260082 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Temporal Discontinuties | 3.915405 | -0.747197 | 1.143191 | 3.438845 | 3.522068 | 2.826908 | 3.287537 | 3.480275 | 3.915405 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | nn Power | 3.577862 | 2.068856 | -0.416255 | 2.804788 | 3.577862 | 2.363927 | 1.513222 | 2.333101 | 3.029964 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 4.769162 | 1.204034 | 1.241213 | 4.769162 | 4.061076 | 1.241730 | 0.856513 | 0.340713 | -0.093510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Temporal Discontinuties | 1.928979 | -1.237063 | 0.088119 | -0.022318 | 0.738855 | -0.111593 | -0.015193 | -0.098137 | 1.928979 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | nn Power | inf | 348.267674 | 342.640424 | inf | inf | 74.885076 | 30.838169 | 876.656616 | 147.326703 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 4.713028 | 1.537193 | -0.054179 | 4.713028 | 4.504104 | 4.124894 | 2.194529 | 0.156479 | -0.272072 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | nn Power | 3.784605 | 0.073463 | 0.908970 | 3.784605 | 3.501636 | 1.053127 | 0.719004 | 0.875375 | 1.247099 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 5.641996 | 1.219215 | -1.166853 | 5.641996 | 5.128245 | 0.890221 | 0.890399 | 0.671591 | 0.305079 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 9.418462 | -0.171437 | 1.182735 | 7.857039 | 9.418462 | 7.460046 | 7.524165 | 5.275808 | 4.096835 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Temporal Variability | 3.254636 | 1.081234 | -0.119821 | 0.876696 | 0.346198 | 3.254636 | 0.415062 | 0.072102 | -0.249566 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Shape | 7.561806 | 7.561806 | 1.678664 | 3.950514 | 1.494215 | 1.361210 | -0.581684 | 4.113567 | 0.484272 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Temporal Variability | 51.583594 | 3.733559 | 1.460327 | 20.796034 | 11.958133 | 51.583594 | 47.130074 | -0.594687 | -0.521512 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 19.453321 | 0.962112 | 1.420851 | 19.453321 | 15.082345 | -0.149437 | -0.042382 | -0.359970 | -0.206289 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 17.223226 | 1.181806 | 0.851590 | 13.722182 | 17.223226 | 0.011614 | -0.614103 | -0.190844 | -0.435905 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 19.772353 | 1.689717 | 1.840436 | 19.772353 | 15.024572 | -0.603041 | 0.269893 | -0.199985 | -0.162920 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 19.658252 | 1.179439 | 0.996111 | 15.476699 | 19.658252 | 0.296254 | -0.754073 | -0.302936 | -0.595316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 22.611740 | 1.033033 | 1.337909 | 22.611740 | 18.160118 | -0.263530 | 0.151175 | 0.216940 | 0.556947 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 2.239789 | 1.300039 | 0.232056 | 2.239789 | 1.370331 | -0.218782 | -0.032470 | -0.611926 | -0.517886 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 18.241886 | 2.134933 | 1.763591 | 14.126461 | 18.241886 | 1.066408 | -0.469908 | -0.142024 | -0.379426 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 14.223307 | 1.670217 | 1.375843 | 11.304402 | 14.223307 | 1.597289 | 0.025426 | 0.398022 | 0.098319 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Temporal Discontinuties | 28.410329 | -0.704374 | 0.539196 | 10.971319 | 13.737071 | 11.614783 | 17.210804 | 18.341494 | 28.410329 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 13.785870 | 0.756877 | 0.358521 | 13.785870 | 10.871035 | -0.348220 | 0.984000 | 0.870186 | -0.085388 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 24.370674 | 1.144110 | 0.990223 | 19.019627 | 24.370674 | 0.328553 | -0.662276 | 0.523436 | -0.191751 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 13.719809 | 1.240545 | 0.721214 | 10.829631 | 13.719809 | 0.334519 | -0.460694 | 1.327666 | 0.678864 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | nn Power | inf | 302.379532 | 131.421660 | inf | inf | -632564.694164 | 239448.175356 | -348878.114600 | 132048.846625 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Temporal Variability | 25.917641 | 0.138196 | 5.699802 | 12.523260 | 15.773667 | 17.788675 | 25.917641 | 19.883530 | 24.671735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 18.421052 | 0.172262 | 0.838786 | 14.303359 | 18.421052 | 0.705871 | -0.544327 | -0.374415 | -0.504953 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | nn Shape | 1.059218 | 1.059218 | 1.059218 | 0.968690 | 0.968690 | -0.627210 | -0.627210 | -0.758470 | -0.758470 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 5.204879 | 0.994327 | 0.016506 | 5.204879 | 4.319251 | 2.753200 | 0.427774 | 3.493725 | 0.063560 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 9.551637 | 0.849759 | 0.781782 | 9.551637 | 7.512850 | 0.180372 | 0.745592 | 1.836039 | 1.029094 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 9.321560 | 0.740155 | 0.381252 | 9.321560 | 7.234955 | -0.088009 | 0.644796 | 2.568386 | 1.052695 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 9.557798 | 1.001097 | 0.510298 | 9.557798 | 7.285645 | 0.611859 | 0.552234 | 1.722518 | 0.372865 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 10.042267 | 1.102954 | 1.038316 | 10.042267 | 7.723643 | 0.942319 | 0.625541 | 1.672595 | 0.843437 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 19.525978 | 0.080915 | 0.690990 | 15.372847 | 19.525978 | 0.341883 | -0.450777 | 0.543341 | 0.545005 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 20.685695 | 0.485340 | 0.844224 | 16.539470 | 20.685695 | 1.140407 | 0.361093 | 2.320045 | 2.637468 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 27.253697 | 0.911193 | 1.117472 | 20.966988 | 27.253697 | 0.523634 | -0.179466 | 0.514108 | 1.344937 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 11.162692 | 0.493487 | 0.750315 | 8.712170 | 11.162692 | 0.781699 | 0.851135 | 0.827407 | 0.686591 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 20.957009 | 0.918255 | 0.075840 | 20.957009 | 16.288609 | 0.493912 | 0.592368 | 1.009893 | 0.302702 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 11.523882 | 0.689582 | 2.156570 | 9.573148 | 11.523882 | 8.086110 | 9.315451 | -0.042178 | -0.308313 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Temporal Variability | 51.716120 | -0.421868 | 0.696748 | 18.088820 | 22.885567 | 40.002960 | 51.716120 | 20.608462 | 25.158375 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 9.748168 | 0.572532 | 1.095379 | 7.640685 | 9.748168 | 0.044316 | 0.009952 | 2.029778 | 1.323877 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 34.812761 | 2.125702 | 2.361789 | 27.186078 | 34.812761 | 3.050319 | 0.442328 | 0.489983 | 0.623865 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 9.093707 | 1.831888 | 0.364258 | 9.093707 | 7.023454 | 1.364405 | -0.283942 | 1.234341 | 0.058956 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 8.771813 | 0.044464 | 0.605081 | 6.699298 | 8.771813 | -0.310077 | -0.950946 | -0.284448 | -0.042476 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 20.161561 | 1.298036 | 0.365320 | 20.161561 | 15.628906 | 0.208688 | 0.753981 | -0.065221 | 0.175928 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 26.801813 | 2.293655 | 0.764113 | 26.801813 | 21.211413 | 1.134793 | 0.822823 | -0.177890 | -0.040813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 8.495676 | 0.591035 | 1.245701 | 6.646354 | 8.495676 | 0.495504 | 0.127705 | 0.104304 | 0.359508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 28.022542 | 2.182697 | 2.531669 | 28.022542 | 21.026713 | 4.183861 | 7.691375 | -0.284542 | 0.045715 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 30.010207 | 3.163848 | -0.024941 | 30.010207 | 23.053955 | 2.608058 | 1.316353 | 1.198791 | 1.383233 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 28.180282 | 1.727161 | 2.108414 | 21.923139 | 28.180282 | 8.003207 | 0.187747 | 0.499917 | 0.812506 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 2.289758 | 0.340538 | 1.101989 | 1.732584 | 2.289758 | 0.044713 | -0.745667 | -0.669414 | -1.136457 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Temporal Discontinuties | 29.711922 | 4.642660 | 3.991581 | 17.138103 | 24.062568 | 11.277381 | 16.098388 | 25.773066 | 29.711922 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 35.202317 | 5.734448 | 6.697836 | 35.202317 | 26.397223 | 11.609348 | 13.773432 | 5.308105 | 6.688933 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 24.229127 | 1.026607 | 1.473119 | 19.537876 | 24.229127 | 4.571948 | 0.605927 | 0.856184 | 0.197482 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 34.361208 | 12.728271 | 12.158579 | 34.361208 | 25.052370 | 24.858853 | 27.119578 | 2.484692 | 2.538097 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 26.400117 | 7.418417 | 8.767170 | 26.400117 | 19.178285 | 6.802414 | 10.541397 | 0.514079 | 0.291725 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 29.716840 | 11.032416 | 11.496623 | 29.716840 | 20.693986 | 12.556823 | 15.832822 | 0.267557 | 0.416219 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 37.152586 | 13.614197 | 13.602365 | 25.843739 | 37.152586 | 17.535432 | 14.477832 | 5.942056 | 3.605394 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 31.606892 | 15.614900 | 15.162861 | 31.606892 | 22.189845 | 15.720619 | 18.042003 | 2.876705 | 3.181163 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 33.767828 | 19.194139 | 19.548050 | 23.897221 | 33.767828 | 23.204447 | 20.829685 | 2.596560 | 2.277454 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 31.719439 | 20.738246 | 19.569395 | 31.719439 | 22.287730 | 18.076129 | 20.373811 | 2.062794 | 1.782222 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 29.488965 | 17.043354 | 15.891344 | 29.488965 | 20.368637 | 15.440867 | 17.119407 | 2.243470 | 2.243839 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 33.217872 | 15.839402 | 15.734940 | 22.576123 | 33.217872 | 18.261294 | 14.726203 | 5.516824 | 7.611437 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 28.567680 | 2.149063 | 2.125848 | 22.821880 | 28.567680 | 1.826526 | 2.540646 | 3.768335 | 7.571189 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 30.342925 | 2.474837 | 3.524509 | 30.342925 | 24.480289 | 0.206408 | 5.445045 | 3.447185 | 3.616469 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 31.047570 | 3.347553 | 2.673630 | 24.659688 | 31.047570 | 2.770465 | 0.053329 | 3.074126 | 3.689543 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 29.072836 | 2.446720 | 2.557327 | 29.072836 | 23.475823 | 1.062883 | 3.728557 | 5.369380 | 2.778826 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 10 | RF_maintenance | ee Power | 25.367095 | 2.039637 | 1.424034 | 25.367095 | 20.090118 | 2.404290 | 3.917956 | 3.720407 | 4.205441 |